Articles | Volume 9, issue 6
Development and technical paper
14 Jun 2016
Development and technical paper |  | 14 Jun 2016

Development of an adjoint model of GRAPES–CUACE and its application in tracking influential haze source areas in north China

Xing Qin An, Shi Xian Zhai, Min Jin, Sunling Gong, and Yu Wang

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Cited articles

Boylan, J. W. and Russell, A. G.: PM and light extinction model performance metrics, goals, and criteria for three dimensional air quality models, Atmos. Environ., 40, 4946–4959,, 2006.
Cacuci, D. G.: Sensitivity theory for nonlinear systems. I. Nonlinear functional analysis approach, J. Math. Phys., 22, 2794,, 1981a.
Cacuci, D. G.: Sensitivity theory for nonlinear systems. II. Extensions to additional classes of responses, J. Math. Phys., 22, 2803,, 1981b.
Cao, G., Zhang, X., Wang, Y., Che, H., and Chen D: Inventory of Black Carbon Emission from China, Advances in Climate Change Research, 2, 259–264, 2006 (in Chinese).
Chen, H., Hu, F., Zeng, Q., and Chen, J.: Some Practical Problems of Optimizing Emissions from Pollution Sources in Air, Climatic and Environmental Research, 3, 163–172, 1998 (in Chinese).
Short summary
The aerosol adjoint module of the atmospheric chemical modeling system GRAPES–CUACE was developed, tested for its correctness, and used in a receptor–source sensitivity test. The results showed that controlling critical emission sources during critical time intervals on the basis of adjoint sensitivity analysis is much more efficient than controlling administrative specified regions during an experiential time period.